Face Generation

In this project, you'll define and train a DCGAN on a dataset of faces. Your goal is to get a generator network to generate new images of faces that look as realistic as possible!

The project will be broken down into a series of tasks from loading in data to defining and training adversarial networks. At the end of the notebook, you'll be able to visualize the results of your trained Generator to see how it performs; your generated samples should look like fairly realistic faces with small amounts of noise.

Get the Data

You'll be using the CelebFaces Attributes Dataset (CelebA) to train your adversarial networks.

This dataset is more complex than the number datasets (like MNIST or SVHN) you've been working with, and so, you should prepare to define deeper networks and train them for a longer time to get good results. It is suggested that you utilize a GPU for training.

Pre-processed Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. Some sample data is show below.

If you are working locally, you can download this data by clicking here

This is a zip file that you'll need to extract in the home directory of this notebook for further loading and processing. After extracting the data, you should be left with a directory of data processed_celeba_small/

# can comment out after executing
!unzip -o processed_celeba_small.zip

Archive:  processed_celeba_small.zip
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data_dir = 'processed_celeba_small/'

import pickle as pkl
import matplotlib.pyplot as plt
import numpy as np
import problem_unittests as tests
#import helper

%matplotlib inline

Visualize the CelebA Data

The CelebA dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations, you'll only need the images. Note that these are color images with 3 color channels (RGB)#RGB_Images) each.

Pre-process and Load the Data

Since the project's main focus is on building the GANs, we've done some of the pre-processing for you. Each of the CelebA images has been cropped to remove parts of the image that don't include a face, then resized down to 64x64x3 NumPy images. This pre-processed dataset is a smaller subset of the very large CelebA data.

There are a few other steps that you'll need to transform this data and create a DataLoader.

Exercise: Complete the following get_dataloader function, such that it satisfies these requirements:

• Your images should be square, Tensor images of size image_size x image_size in the x and y dimension.
• Your function should return a DataLoader that shuffles and batches these Tensor images.

ImageFolder

To create a dataset given a directory of images, it's recommended that you use PyTorch's ImageFolder wrapper, with a root directory processed_celeba_small/ and data transformation passed in.

# necessary imports
import torch
from torchvision import datasets
from torchvision import transforms

def get_dataloader(batch_size, image_size, data_dir='processed_celeba_small/'):
    """
    Batch the neural network data using DataLoader
    :param batch_size: The size of each batch; the number of images in a batch
    :param img_size: The square size of the image data (x, y)
    :param data_dir: Directory where image data is located
    :return: DataLoader with batched data
    """
    
    # Implement function and return a dataloader

    transform = transforms.Compose([transforms.Resize(image_size), transforms.ToTensor()]) #resize them to image_size*image_size and get a tensor
    image_path = './'+ data_dir #directory of images
    image_dataset = datasets.ImageFolder(image_path, transform) #define dataset by using ImageFolder
    image_loader = torch.utils.data.DataLoader(dataset = image_dataset, batch_size = batch_size, shuffle = True, num_workers =0) #define dataloader (by shuffling and batching)

    return image_loader

Create a DataLoader

Exercise: Create a DataLoader celeba_train_loader with appropriate hyperparameters.

Call the above function and create a dataloader to view images.

• You can decide on any reasonable batch_size parameter
• Your image_size must be 32. Resizing the data to a smaller size will make for faster training, while still creating convincing images of faces!

# Define function hyperparameters
batch_size = 32
img_size = 32

# Call your function and get a dataloader
celeba_train_loader = get_dataloader(batch_size, img_size)

Next, view some images! You should seen square images of somewhat-centered faces.

Note: You'll need to convert the Tensor images into a NumPy type and transpose the dimensions to correctly display an image, suggested imshow code is below, but it may not be perfect.

# helper display function
def imshow(img):
    npimg = img.numpy()
    plt.imshow(np.transpose(npimg, (1, 2, 0)))

# obtain one batch of training images
dataiter = iter(celeba_train_loader)
images, _ = dataiter.next() # _ for no labels

# plot the images in the batch, along with the corresponding labels
fig = plt.figure(figsize=(20, 4))
plot_size=20
for idx in np.arange(plot_size):
    ax = fig.add_subplot(2, plot_size/2, idx+1, xticks=[], yticks=[])
    imshow(images[idx])

Exercise: Pre-process your image data and scale it to a pixel range of -1 to 1

You need to do a bit of pre-processing; you know that the output of a tanh activated generator will contain pixel values in a range from -1 to 1, and so, we need to rescale our training images to a range of -1 to 1. (Right now, they are in a range from 0-1.)

def scale(x, feature_range=(-1, 1)):
    ''' Scale takes in an image x and returns that image, scaled
       with a feature_range of pixel values from -1 to 1. 
       This function assumes that the input x is already scaled from 0-1.'''
    # assume x is scaled to (0, 1)
    # scale to feature_range and return scaled x
    min, max = feature_range
    x = x * (max - min) + min
    
    return x

# check scaled range
# should be close to -1 to 1
img = images[0]
scaled_img = scale(img)

print('Min: ', scaled_img.min())
print('Max: ', scaled_img.max())

Min:  tensor(-0.9765)
Max:  tensor(0.9451)

---

Define the Model

A GAN is comprised of two adversarial networks, a discriminator and a generator.

Discriminator

Your first task will be to define the discriminator. This is a convolutional classifier like you've built before, only without any maxpooling layers. To deal with this complex data, it's suggested you use a deep network with normalization. You are also allowed to create any helper functions that may be useful.

Exercise: Complete the Discriminator class

• The inputs to the discriminator are 32x32x3 tensor images
• The output should be a single value that will indicate whether a given image is real or fake

import torch.nn as nn
import torch.nn.functional as F

#defining a helper function
def conv(in_channels, out_channels, kernel_size, stride = 2, padding= 1, batch_norm= True):
    layers = []
    conv_layers = nn.Conv2d(in_channels, out_channels, kernel_size, stride, padding, bias= False)
    layers.append(conv_layers)
    if batch_norm:
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)


class Discriminator(nn.Module):

    def __init__(self, conv_dim):
        """
        Initialize the Discriminator Module
        :param conv_dim: The depth of the first convolutional layer
        """
        super(Discriminator, self).__init__()
        self.conv_dim = conv_dim
        self.conv1 = conv(3, conv_dim, 4, batch_norm = False)
        self.conv2 = conv(conv_dim, conv_dim*2, 4)
        self.conv3 = conv(conv_dim*2, conv_dim*4, 4)
        self.conv4 = conv(conv_dim*4, conv_dim*8, 4)
        self.fc = nn.Linear(conv_dim*8*2*2, 1)

    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: Discriminator logits; the output of the neural network
        """
        # define feedforward behavior
        out = F.leaky_relu(self.conv1(x), 0.2)
        out = F.leaky_relu(self.conv2(out), 0.2)
        out = F.leaky_relu(self.conv3(out), 0.2)
        out = F.leaky_relu(self.conv4(out), 0.2)
        out = out.view(-1, self.conv_dim*8*2*2)
        out = self.fc(out)
        return out
    
  
tests.test_discriminator(Discriminator)

Tests Passed

Generator

The generator should upsample an input and generate a new image of the same size as our training data 32x32x3. This should be mostly transpose convolutional layers with normalization applied to the outputs.

Exercise: Complete the Generator class

• The inputs to the generator are vectors of some length z_size
• The output should be a image of shape 32x32x3

def deconv(in_channels, out_channels, kernel_size, stride=2, padding= 1, batch_norm= True):
    layers = []
    deconv_layers = nn.ConvTranspose2d(in_channels, out_channels, kernel_size, stride, padding, bias= False)
    layers.append(deconv_layers)
    if batch_norm: 
        layers.append(nn.BatchNorm2d(out_channels))
    return nn.Sequential(*layers)
class Generator(nn.Module):
    
    def __init__(self, z_size, conv_dim):
        """
        Initialize the Generator Module
        :param z_size: The length of the input latent vector, z
        :param conv_dim: The depth of the inputs to the *last* transpose convolutional layer
        """
        super(Generator, self).__init__()
        self.conv_dim = conv_dim
        self.fc = nn.Linear(z_size, conv_dim*8*2*2)
        self.t_conv1 = deconv(conv_dim*8, conv_dim*4, 4)
        self.t_conv2 = deconv(conv_dim*4, conv_dim*2, 4)
        self.t_conv3 = deconv(conv_dim*2, conv_dim, 4)
        self.t_conv4 = deconv(conv_dim, 3, 4, batch_norm= False)
        
    def forward(self, x):
        """
        Forward propagation of the neural network
        :param x: The input to the neural network     
        :return: A 32x32x3 Tensor image as output
        """
        # define feedforward behavior
        out = self.fc(x)
        out = out.view(-1, self.conv_dim*8, 2, 2)
        out = F.relu(self.t_conv1(out))
        out = F.relu(self.t_conv2(out))
        out = F.relu(self.t_conv3(out))
        out = F.tanh(self.t_conv4(out))
        
        return out
tests.test_generator(Generator)
       

Tests Passed

Initialize the weights of your networks

To help your models converge, you should initialize the weights of the convolutional and linear layers in your model. From reading the original DCGAN paper, they say:

All weights were initialized from a zero-centered Normal distribution with standard deviation 0.02.

So, your next task will be to define a weight initialization function that does just this!

You can refer back to the lesson on weight initialization or even consult existing model code, such as that from the networks.py file in CycleGAN Github repository to help you complete this function.

Exercise: Complete the weight initialization function

• This should initialize only convolutional and linear layers
• Initialize the weights to a normal distribution, centered around 0, with a standard deviation of 0.02.
• The bias terms, if they exist, may be left alone or set to 0.

def weights_init_normal(m):
    """
    Applies initial weights to certain layers in a model .
    The weights are taken from a normal distribution 
    with mean = 0, std dev = 0.02.
    :param m: A module or layer in a network    
    """
    # classname will be something like:
    # `Conv`, `BatchNorm2d`, `Linear`, etc.
    classname = m.__class__.__name__
    
    # Apply initial weights to convolutional and linear layers
    if classname.find('Conv') != -1: #Conv layer is not a matrix and only normal distribution will apply
        torch.nn.init.normal_(m.weight.data, 0.0, 0.02)
    elif classname.find('Linear') != -1:
        torch.nn.init.normal_(m.weight.data, 0.0, 0.02)
    

Build complete network

Define your models' hyperparameters and instantiate the discriminator and generator from the classes defined above. Make sure you've passed in the correct input arguments.

def build_network(d_conv_dim, g_conv_dim, z_size):
    # define discriminator and generator
    D = Discriminator(d_conv_dim)
    G = Generator(z_size=z_size, conv_dim=g_conv_dim)

    # initialize model weights
    D.apply(weights_init_normal)
    G.apply(weights_init_normal)

    print(D)
    print()
    print(G)
    
    return D, G

Exercise: Define model hyperparameters

# Define model hyperparams
d_conv_dim = 128
g_conv_dim = 128
z_size = 100

D, G = build_network(d_conv_dim, g_conv_dim, z_size)

Discriminator(
  (conv1): Sequential(
    (0): Conv2d(3, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
  (conv2): Sequential(
    (0): Conv2d(128, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv3): Sequential(
    (0): Conv2d(256, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (conv4): Sequential(
    (0): Conv2d(512, 1024, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (fc): Linear(in_features=4096, out_features=1, bias=True)
)

Generator(
  (fc): Linear(in_features=100, out_features=4096, bias=True)
  (t_conv1): Sequential(
    (0): ConvTranspose2d(1024, 512, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv2): Sequential(
    (0): ConvTranspose2d(512, 256, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv3): Sequential(
    (0): ConvTranspose2d(256, 128, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
    (1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
  )
  (t_conv4): Sequential(
    (0): ConvTranspose2d(128, 3, kernel_size=(4, 4), stride=(2, 2), padding=(1, 1), bias=False)
  )
)

Training on GPU

Check if you can train on GPU. Set this as a boolean variable train_on_gpu. Later, you'll be responsible for making sure that

• Models,
• Model inputs, and
• Loss function arguments

Are moved to GPU, where appropriate.

import torch

# Check for a GPU
train_on_gpu = torch.cuda.is_available()
if not train_on_gpu:
    print('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Training on GPU!')

Training on GPU!

---

Discriminator and Generator Losses

Now we need to calculate the losses for both types of adversarial networks.

Discriminator Losses

• For the discriminator, the total loss is the sum of the losses for real and fake images, d_loss = d_real_loss + d_fake_loss.
• Remember that we want the discriminator to output 1 for real images and 0 for fake images, so we need to set up the losses to reflect that.

Generator Loss

The generator loss will look similar only with flipped labels. The generator's goal is to get the discriminator to think its generated images are real.

Exercise: Complete real and fake loss functions

You may choose to use either cross entropy or a least squares error loss to complete the following real_loss and fake_loss functions.

def real_loss(D_out):
    '''Calculates how close discriminator outputs are to being real.
       param, D_out: discriminator logits
       return: real loss'''
    batch_size = D_out.size(0)
    labels = torch.ones(batch_size)*0.9
    if train_on_gpu:
        labels = labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss


def fake_loss(D_out):
    '''Calculates how close discriminator outputs are to being fake.
       param, D_out: discriminator logits
       return: fake loss'''
    batch_size = D_out.size(0)
    labels = torch.zeros(batch_size)
    if train_on_gpu:
        labels =  labels.cuda()
    criterion = nn.BCEWithLogitsLoss()
    loss = criterion(D_out.squeeze(), labels)
    return loss

Optimizers

Exercise: Define optimizers for your Discriminator (D) and Generator (G)

Define optimizers for your models with appropriate hyperparameters.

import torch.optim as optim
lr = 0.0001
beta1 = 0.1
beta2 = 0.999

# Create optimizers for the discriminator D and generator G
d_optimizer = optim.Adam(D.parameters(), lr, [beta1, beta2])
g_optimizer = optim.Adam(G.parameters(), lr, [beta1, beta2])

---

Training

Training will involve alternating between training the discriminator and the generator. You'll use your functions real_loss and fake_loss to help you calculate the discriminator losses.

• You should train the discriminator by alternating on real and fake images
• Then the generator, which tries to trick the discriminator and should have an opposing loss function

Saving Samples

Print out some loss statistics and save some generated "fake" samples.

Exercise: Complete the training function

Keep in mind that, if you've moved your models to GPU, you'll also have to move any model inputs to GPU.

def train(D, G, n_epochs, print_every=50):
    '''Trains adversarial networks for some number of epochs
       param, D: the discriminator network
       param, G: the generator network
       param, n_epochs: number of epochs to train for
       param, print_every: when to print and record the models' losses
       return: D and G losses'''
    
    # move models to GPU
    if train_on_gpu:
        D.cuda()
        G.cuda()

    # keep track of loss and generated, "fake" samples
    samples = []
    losses = []

    # Get some fixed data for sampling. These are images that are held
    # constant throughout training, and allow us to inspect the model's performance
    sample_size=16
    fixed_z = np.random.uniform(-1, 1, size=(sample_size, z_size))
    fixed_z = torch.from_numpy(fixed_z).float()
    # move z to GPU if available
    if train_on_gpu:
        fixed_z = fixed_z.cuda()

    # epoch training loop
    for epoch in range(n_epochs):

        # batch training loop
        for batch_i, (real_images, _) in enumerate(celeba_train_loader):

            batch_size = real_images.size(0)
            real_images = scale(real_images)

            # ===============================================
            #         YOUR CODE HERE: TRAIN THE NETWORKS
            # ===============================================
            d_optimizer.zero_grad()
            
            # 1. Train the discriminator on real and fake images
            if train_on_gpu:
                real_images = real_images.cuda()
            #for real images
            d_out = D(real_images)
            d_real_loss = real_loss(d_out)
            #for fake images
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            d_fake_out = D(fake_images)
            d_fake_loss = fake_loss(d_fake_out)
            d_loss = d_real_loss + d_fake_loss
            d_loss.backward()
            d_optimizer.step()

            
            # 2. Train the generator with an adversarial loss
            g_optimizer.zero_grad()
            z = np.random.uniform(-1, 1, size=(batch_size, z_size))
            z = torch.from_numpy(z).float()
            if train_on_gpu:
                z = z.cuda()
            fake_images = G(z)
            d_fake_out = D(fake_images)
            g_loss = real_loss(d_fake_out)
            g_loss.backward()
            g_optimizer.step()
            
            # ===============================================
            #              END OF YOUR CODE
            # ===============================================

            # Print some loss stats
            if batch_i % print_every == 0:
                # append discriminator loss and generator loss
                losses.append((d_loss.item(), g_loss.item()))
                # print discriminator and generator loss
                print('Epoch [{:5d}/{:5d}] | d_loss: {:6.4f} | g_loss: {:6.4f}'.format(
                        epoch+1, n_epochs, d_loss.item(), g_loss.item()))


        ## AFTER EACH EPOCH##    
        # this code assumes your generator is named G, feel free to change the name
        # generate and save sample, fake images
        G.eval() # for generating samples
        samples_z = G(fixed_z)
        samples.append(samples_z)
        G.train() # back to training mode

    # Save training generator samples
    with open('train_samples.pkl', 'wb') as f:
        pkl.dump(samples, f)
    
    # finally return losses
    return losses

Set your number of training epochs and train your GAN!

# set number of epochs 
n_epochs = 3
# call training function
losses = train(D, G, n_epochs=n_epochs)

Epoch [    1/    3] | d_loss: 1.3639 | g_loss: 1.7726
Epoch [    1/    3] | d_loss: 0.5986 | g_loss: 3.4316
Epoch [    1/    3] | d_loss: 1.4821 | g_loss: 3.6841
Epoch [    1/    3] | d_loss: 0.5915 | g_loss: 3.4114
Epoch [    1/    3] | d_loss: 0.6977 | g_loss: 3.3678
Epoch [    1/    3] | d_loss: 0.9560 | g_loss: 2.8659
Epoch [    1/    3] | d_loss: 0.7530 | g_loss: 2.2165
Epoch [    1/    3] | d_loss: 1.5732 | g_loss: 1.4309
Epoch [    1/    3] | d_loss: 0.9261 | g_loss: 2.7215
Epoch [    1/    3] | d_loss: 1.0887 | g_loss: 2.7776
Epoch [    1/    3] | d_loss: 0.9217 | g_loss: 2.5949
Epoch [    1/    3] | d_loss: 0.9059 | g_loss: 1.8984
Epoch [    1/    3] | d_loss: 0.9693 | g_loss: 1.2485
Epoch [    1/    3] | d_loss: 1.2106 | g_loss: 3.7929
Epoch [    1/    3] | d_loss: 0.9304 | g_loss: 1.4352
Epoch [    1/    3] | d_loss: 1.0734 | g_loss: 1.1865
Epoch [    1/    3] | d_loss: 0.7526 | g_loss: 2.2532
Epoch [    1/    3] | d_loss: 1.0730 | g_loss: 2.7319
Epoch [    1/    3] | d_loss: 1.0667 | g_loss: 2.6338
Epoch [    1/    3] | d_loss: 0.9518 | g_loss: 1.4749
Epoch [    1/    3] | d_loss: 0.7430 | g_loss: 1.7745
Epoch [    1/    3] | d_loss: 1.2572 | g_loss: 2.6344
Epoch [    1/    3] | d_loss: 1.1784 | g_loss: 1.9675
Epoch [    1/    3] | d_loss: 1.2534 | g_loss: 2.5124
Epoch [    1/    3] | d_loss: 0.9821 | g_loss: 1.5382
Epoch [    1/    3] | d_loss: 0.9797 | g_loss: 1.2926
Epoch [    1/    3] | d_loss: 1.1608 | g_loss: 2.3885
Epoch [    1/    3] | d_loss: 1.0344 | g_loss: 1.7903
Epoch [    1/    3] | d_loss: 0.8699 | g_loss: 1.2611
Epoch [    1/    3] | d_loss: 0.9900 | g_loss: 1.0660
Epoch [    1/    3] | d_loss: 0.8386 | g_loss: 2.5038
Epoch [    1/    3] | d_loss: 0.9920 | g_loss: 1.1789
Epoch [    1/    3] | d_loss: 1.5301 | g_loss: 2.9733
Epoch [    1/    3] | d_loss: 1.0109 | g_loss: 1.5994
Epoch [    1/    3] | d_loss: 1.0391 | g_loss: 1.8466
Epoch [    1/    3] | d_loss: 0.8153 | g_loss: 2.0535
Epoch [    1/    3] | d_loss: 1.0911 | g_loss: 2.1678
Epoch [    1/    3] | d_loss: 0.8516 | g_loss: 1.0917
Epoch [    1/    3] | d_loss: 1.3423 | g_loss: 2.1393
Epoch [    1/    3] | d_loss: 0.7523 | g_loss: 1.7860
Epoch [    1/    3] | d_loss: 0.9360 | g_loss: 1.0921
Epoch [    1/    3] | d_loss: 0.9069 | g_loss: 1.3836
Epoch [    1/    3] | d_loss: 0.9834 | g_loss: 1.2237
Epoch [    1/    3] | d_loss: 1.1496 | g_loss: 0.7992
Epoch [    1/    3] | d_loss: 1.2191 | g_loss: 1.0680
Epoch [    1/    3] | d_loss: 1.0054 | g_loss: 0.9914
Epoch [    1/    3] | d_loss: 1.0377 | g_loss: 2.1730
Epoch [    1/    3] | d_loss: 0.9730 | g_loss: 1.2862
Epoch [    1/    3] | d_loss: 1.3158 | g_loss: 0.7462
Epoch [    1/    3] | d_loss: 1.0537 | g_loss: 2.0049
Epoch [    1/    3] | d_loss: 1.2964 | g_loss: 0.7810
Epoch [    1/    3] | d_loss: 0.9035 | g_loss: 1.5645
Epoch [    1/    3] | d_loss: 0.9046 | g_loss: 1.3519
Epoch [    1/    3] | d_loss: 0.9057 | g_loss: 1.5864
Epoch [    1/    3] | d_loss: 0.7989 | g_loss: 1.3264
Epoch [    1/    3] | d_loss: 1.0300 | g_loss: 1.3688
Epoch [    1/    3] | d_loss: 0.9322 | g_loss: 2.1328
Epoch [    2/    3] | d_loss: 1.2061 | g_loss: 0.6969
Epoch [    2/    3] | d_loss: 1.0447 | g_loss: 1.2712
Epoch [    2/    3] | d_loss: 0.7226 | g_loss: 1.4428
Epoch [    2/    3] | d_loss: 1.2309 | g_loss: 3.3344
Epoch [    2/    3] | d_loss: 0.8655 | g_loss: 1.1675
Epoch [    2/    3] | d_loss: 0.8702 | g_loss: 1.3144
Epoch [    2/    3] | d_loss: 0.9441 | g_loss: 1.0218
Epoch [    2/    3] | d_loss: 0.8093 | g_loss: 1.3381
Epoch [    2/    3] | d_loss: 0.7789 | g_loss: 1.5526
Epoch [    2/    3] | d_loss: 0.8805 | g_loss: 1.5686
Epoch [    2/    3] | d_loss: 1.1574 | g_loss: 1.1423
Epoch [    2/    3] | d_loss: 0.9347 | g_loss: 2.6244
Epoch [    2/    3] | d_loss: 0.9812 | g_loss: 1.6994
Epoch [    2/    3] | d_loss: 1.0560 | g_loss: 2.7328
Epoch [    2/    3] | d_loss: 1.1535 | g_loss: 0.9628
Epoch [    2/    3] | d_loss: 1.0087 | g_loss: 0.9898
Epoch [    2/    3] | d_loss: 0.7919 | g_loss: 1.5198
Epoch [    2/    3] | d_loss: 1.2356 | g_loss: 0.9659
Epoch [    2/    3] | d_loss: 0.9718 | g_loss: 1.5330
Epoch [    2/    3] | d_loss: 0.8551 | g_loss: 1.2910
Epoch [    2/    3] | d_loss: 1.0104 | g_loss: 1.5414
Epoch [    2/    3] | d_loss: 1.2456 | g_loss: 0.6722
Epoch [    2/    3] | d_loss: 0.8904 | g_loss: 1.8323
Epoch [    2/    3] | d_loss: 1.1386 | g_loss: 1.1505
Epoch [    2/    3] | d_loss: 1.2206 | g_loss: 2.2778
Epoch [    2/    3] | d_loss: 0.8280 | g_loss: 1.1117
Epoch [    2/    3] | d_loss: 1.0114 | g_loss: 1.9895
Epoch [    2/    3] | d_loss: 1.0514 | g_loss: 0.9925
Epoch [    2/    3] | d_loss: 0.9432 | g_loss: 1.5541
Epoch [    2/    3] | d_loss: 0.8748 | g_loss: 1.1349
Epoch [    2/    3] | d_loss: 0.8713 | g_loss: 1.9651
Epoch [    2/    3] | d_loss: 0.9238 | g_loss: 1.0482
Epoch [    2/    3] | d_loss: 0.9433 | g_loss: 0.9605
Epoch [    2/    3] | d_loss: 1.1522 | g_loss: 0.6300
Epoch [    2/    3] | d_loss: 0.9037 | g_loss: 1.4326
Epoch [    2/    3] | d_loss: 0.7177 | g_loss: 1.5459
Epoch [    2/    3] | d_loss: 0.9174 | g_loss: 2.0752
Epoch [    2/    3] | d_loss: 0.9242 | g_loss: 1.2880
Epoch [    2/    3] | d_loss: 0.8373 | g_loss: 2.1992
Epoch [    2/    3] | d_loss: 0.8402 | g_loss: 1.4491
Epoch [    2/    3] | d_loss: 1.0126 | g_loss: 1.7372
Epoch [    2/    3] | d_loss: 0.8204 | g_loss: 1.9704
Epoch [    2/    3] | d_loss: 1.2227 | g_loss: 2.4915
Epoch [    2/    3] | d_loss: 1.0103 | g_loss: 2.3879
Epoch [    2/    3] | d_loss: 1.1474 | g_loss: 1.5523
Epoch [    2/    3] | d_loss: 1.1290 | g_loss: 1.6057
Epoch [    2/    3] | d_loss: 0.9661 | g_loss: 1.5099
Epoch [    2/    3] | d_loss: 0.9501 | g_loss: 1.3511
Epoch [    2/    3] | d_loss: 0.7281 | g_loss: 1.4947
Epoch [    2/    3] | d_loss: 0.8858 | g_loss: 1.3365
Epoch [    2/    3] | d_loss: 1.1350 | g_loss: 2.0150
Epoch [    2/    3] | d_loss: 1.0273 | g_loss: 1.7766
Epoch [    2/    3] | d_loss: 0.9552 | g_loss: 0.8363
Epoch [    2/    3] | d_loss: 1.0186 | g_loss: 1.4705
Epoch [    2/    3] | d_loss: 1.4277 | g_loss: 3.0169
Epoch [    2/    3] | d_loss: 1.1419 | g_loss: 2.2525
Epoch [    2/    3] | d_loss: 0.8398 | g_loss: 1.2406
Epoch [    3/    3] | d_loss: 0.8604 | g_loss: 1.6465
Epoch [    3/    3] | d_loss: 1.0327 | g_loss: 1.2954
Epoch [    3/    3] | d_loss: 1.1522 | g_loss: 2.1803
Epoch [    3/    3] | d_loss: 0.9370 | g_loss: 1.6425
Epoch [    3/    3] | d_loss: 0.9063 | g_loss: 2.6394
Epoch [    3/    3] | d_loss: 0.9030 | g_loss: 0.9493
Epoch [    3/    3] | d_loss: 0.9150 | g_loss: 2.0853
Epoch [    3/    3] | d_loss: 1.2201 | g_loss: 1.2859
Epoch [    3/    3] | d_loss: 0.7918 | g_loss: 1.5060
Epoch [    3/    3] | d_loss: 0.8913 | g_loss: 1.9372
Epoch [    3/    3] | d_loss: 0.8706 | g_loss: 1.5657
Epoch [    3/    3] | d_loss: 1.0023 | g_loss: 2.0897
Epoch [    3/    3] | d_loss: 0.7016 | g_loss: 1.5406
Epoch [    3/    3] | d_loss: 1.2959 | g_loss: 0.9203
Epoch [    3/    3] | d_loss: 1.4524 | g_loss: 0.9363
Epoch [    3/    3] | d_loss: 1.0643 | g_loss: 1.1786
Epoch [    3/    3] | d_loss: 1.0167 | g_loss: 2.0466
Epoch [    3/    3] | d_loss: 0.7415 | g_loss: 2.2306
Epoch [    3/    3] | d_loss: 0.9752 | g_loss: 1.4083
Epoch [    3/    3] | d_loss: 0.8397 | g_loss: 1.3912
Epoch [    3/    3] | d_loss: 0.9242 | g_loss: 0.9646
Epoch [    3/    3] | d_loss: 0.9906 | g_loss: 1.0222
Epoch [    3/    3] | d_loss: 0.8207 | g_loss: 1.7391
Epoch [    3/    3] | d_loss: 0.9156 | g_loss: 1.3460
Epoch [    3/    3] | d_loss: 1.3538 | g_loss: 2.5172
Epoch [    3/    3] | d_loss: 1.1862 | g_loss: 2.4579
Epoch [    3/    3] | d_loss: 0.8692 | g_loss: 2.0671
Epoch [    3/    3] | d_loss: 1.0943 | g_loss: 1.0094
Epoch [    3/    3] | d_loss: 0.8992 | g_loss: 1.0625
Epoch [    3/    3] | d_loss: 0.9658 | g_loss: 1.2405
Epoch [    3/    3] | d_loss: 0.8964 | g_loss: 1.8665
Epoch [    3/    3] | d_loss: 1.1458 | g_loss: 1.2023
Epoch [    3/    3] | d_loss: 0.9496 | g_loss: 1.0194
Epoch [    3/    3] | d_loss: 0.9087 | g_loss: 2.3785
Epoch [    3/    3] | d_loss: 1.0459 | g_loss: 1.5235
Epoch [    3/    3] | d_loss: 0.9222 | g_loss: 2.2829
Epoch [    3/    3] | d_loss: 0.8507 | g_loss: 1.1170
Epoch [    3/    3] | d_loss: 1.3185 | g_loss: 0.9230
Epoch [    3/    3] | d_loss: 0.9570 | g_loss: 1.3058
Epoch [    3/    3] | d_loss: 1.1348 | g_loss: 1.8015
Epoch [    3/    3] | d_loss: 0.6620 | g_loss: 1.8792
Epoch [    3/    3] | d_loss: 0.9960 | g_loss: 1.1766
Epoch [    3/    3] | d_loss: 1.0048 | g_loss: 0.9219
Epoch [    3/    3] | d_loss: 1.0517 | g_loss: 2.3276
Epoch [    3/    3] | d_loss: 0.9235 | g_loss: 1.7205
Epoch [    3/    3] | d_loss: 0.8204 | g_loss: 0.7825
Epoch [    3/    3] | d_loss: 0.7837 | g_loss: 1.6526
Epoch [    3/    3] | d_loss: 0.8864 | g_loss: 1.1414
Epoch [    3/    3] | d_loss: 1.2021 | g_loss: 0.5725
Epoch [    3/    3] | d_loss: 1.0094 | g_loss: 1.9611
Epoch [    3/    3] | d_loss: 1.0309 | g_loss: 2.4438
Epoch [    3/    3] | d_loss: 0.7898 | g_loss: 1.8304
Epoch [    3/    3] | d_loss: 0.9701 | g_loss: 1.4391
Epoch [    3/    3] | d_loss: 1.0268 | g_loss: 2.1430
Epoch [    3/    3] | d_loss: 1.6907 | g_loss: 0.9532
Epoch [    3/    3] | d_loss: 0.7743 | g_loss: 1.4297
Epoch [    3/    3] | d_loss: 0.9293 | g_loss: 1.1191

Training loss

Plot the training losses for the generator and discriminator, recorded after each epoch.

fig, ax = plt.subplots()
losses = np.array(losses)
plt.plot(losses.T[0], label='Discriminator', alpha=0.5)
plt.plot(losses.T[1], label='Generator', alpha=0.5)
plt.title("Training Losses")
plt.legend()

<matplotlib.legend.Legend at 0x7f142803fe10>

Generator samples from training

View samples of images from the generator, and answer a question about the strengths and weaknesses of your trained models.

# helper function for viewing a list of passed in sample images
def view_samples(epoch, samples):
    fig, axes = plt.subplots(figsize=(16,4), nrows=2, ncols=8, sharey=True, sharex=True)
    for ax, img in zip(axes.flatten(), samples[epoch]):
        img = img.detach().cpu().numpy()
        img = np.transpose(img, (1, 2, 0))
        img = ((img + 1)*255 / (2)).astype(np.uint8)
        ax.xaxis.set_visible(False)
        ax.yaxis.set_visible(False)
        im = ax.imshow(img.reshape((32,32,3)))

# Load samples from generator, taken while training
with open('train_samples.pkl', 'rb') as f:
    samples = pkl.load(f)

_ = view_samples(-1, samples)

Question: What do you notice about your generated samples and how might you improve this model?

When you answer this question, consider the following factors:

• The dataset is biased; it is made of "celebrity" faces that are mostly white
• Model size; larger models have the opportunity to learn more features in a data feature space
• Optimization strategy; optimizers and number of epochs affect your final result

Answer:

• Database is biased; as in factors was mentioned, this happens because most of celebrities are white. One suggestion is to expand the dataset by adding a variety of non-white celebrity faces in the network.

• Another suggestion is using the same background color for all of the images, so the model can learn better.

• About the model size, I should say, since this dataset is more complex than the MIST, therefore, a bigger model as well as a deeper model is suggested. So, model would be able to learn the more complicated features.

• Increasing image size can be an another factor that can be considered for improving the model.

• The best optimizer for the DCGAN is Adam. In order to improve the model, it is possible to use SCG for discriminator and ADAM for generatpr as it is claimed by Soumith

• I run this program several times for different number of epochs and it seems, the model with having less epochs, performs better.

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "problem_unittests.py" files in your submission.